Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 16.98 23.78 78684.28 0.9922495874139999 0.002502927566716558 0.2920330189820204 332.3784484863281 28503.238 0.9928492466070796 0.003700079423801019 0.32942842817073476 336.6133117675781 True 0 100 29.2 12.54 9911.536 0.988537511754654 0.037343975912916993 0.23698817962895005 24.10589027404785 5281.1694 0.9892098464432334 0.03741353505235157 0.4043049344087005 22.237821578979492 True 1 200 37.21 12.3 6900.2275 0.9821293132602967 0.07412947929917033 0.2728702422513645 17.343366622924805 4583.992 0.9842171050550194 0.06717374240692373 0.3188042638487683 15.761484146118164 True 2 300 29.1 12.5 7852.6616 0.9804713772263568 0.0646085759325429 0.2847555772562251 12.930039405822754 5476.236 0.9832269928108087 0.05310267805978301 0.33379867073184033 11.59728717803955 False 3 400 28.63 12.75 6219.602 0.9753481370955781 0.07333917370120319 0.28334131291978465 8.57055377960205 4325.162 0.979284183259167 0.06188098668635054 0.3191576457950232 7.679317951202393 True 4 500 29.12 12.46 6478.42 0.9729816269702676 0.08333649036175036 0.28724510119272173 8.29167652130127 4978.028 0.9778787771114676 0.06435844976416796 0.3239223817843366 7.440659046173096 False 5 600 28.74 12.61 5348.5894 0.9703345194633027 0.0909028192026001 0.2905328357024404 8.077945709228516 4195.4517 0.9757179194834498 0.07361356622575656 0.32939927221013043 7.262748718261719 True 6 700 28.97 12.39 5162.366 0.967809877293768 0.09628167348690646 0.2954072747279056 7.926566123962402 4230.522 0.9742114357612071 0.07654159187400608 0.3395829495782644 7.156635761260986 False 7 800 28.68 12.48 6008.196 0.9732847708167649 0.07016524024860998 0.29815338856314844 7.866716384887695 4339.2495 0.9781489671508864 0.056522186116599926 0.3463795950958259 7.077530860900879 False 8 900 28.59 12.37 5239.4824 0.9694650943630713 0.09138694911734459 0.29815068263325634 8.001812934875488 4276.115 0.9758067812692143 0.07086893531857769 0.3462545004581762 7.111753940582275 False 9 1000 28.83 12.41 4943.596 0.9672726580577053 0.10164466954387474 0.29954175468269734 7.780891418457031 4246.806 0.974103476214882 0.0811193003104607 0.3501927309279409 6.944046497344971 False 10 1100 28.64 12.39 5041.1074 0.9688933325115978 0.0931236208051431 0.2999815509552518 7.714256286621094 4207.5283 0.9753803326092622 0.07475236070960303 0.35143460047501196 6.92307710647583 True 11 1200 29.0 12.71 6103.8296 0.9745801052071632 0.065339974035838 0.29756973551704663 7.7108049392700195 4561.6816 0.97972751072402 0.050200934108454026 0.34341747424533287 6.854335784912109 False 11 1300 28.62 12.42 4947.9966 0.9672251853121137 0.10595030754263976 0.29769754823472977 7.991640567779541 4258.53 0.9749041910332445 0.0837741422740334 0.34266279912032055 7.052818775177002 False 12 1400 28.79 12.59 5154.3794 0.96909532124152 0.0834691971364097 0.29717428378639954 7.6709065437316895 4245.653 0.9761362849660329 0.06383028300968675 0.34333277620406577 6.8892717361450195 False 13 1500 28.82 12.3 5181.456 0.9675628922606874 0.10049038184559529 0.295922917097775 7.737067699432373 4216.8306 0.9742009818816002 0.08270106773180999 0.33864548915520004 6.855617046356201 False 14 1600 28.94 12.29 4876.718 0.963537032181863 0.10796270198718678 0.29515577820758615 7.690562725067139 4440.461 0.9722318581121543 0.08622641016084016 0.337567530264443 6.830687046051025 False 15 1700 28.8 12.42 4425.108 0.962688990796657 0.11079190447272859 0.29645873029057807 7.647948265075684 4400.4116 0.9722530563286826 0.08772207318907893 0.3411695743103246 6.791516304016113 False 16 1800 28.66 12.47 4298.5757 0.9651683594047459 0.11280326883738448 0.29644087988741874 7.681465148925781 4185.396 0.9748069145758231 0.08523968015915392 0.3441210599651759 6.80118989944458 True 17 1900 30.5 12.67 4341.563 0.9652660859494638 0.11291333160029951 0.2924167250644122 8.731352806091309 4386.844 0.9746050587288922 0.08575345292209263 0.33522146494045885 7.683201789855957 False 18 2000 28.72 12.74 4107.873 0.9589775404766346 0.11769117532859223 0.29274701090328886 7.6628265380859375 4406.8716 0.9709253225301288 0.08976161107846503 0.33195159951709746 6.83030891418457 False 19 2100 28.85 12.53 4097.9106 0.9613843882062214 0.11910591147646951 0.29684942055841146 7.607469081878662 4257.2344 0.9718703590389721 0.09146116570528215 0.3394205366755956 6.793646335601807 False 20 2200 28.77 12.76 4230.8105 0.9623553854471728 0.10665878527922482 0.29272841786013076 7.638034343719482 4226.624 0.9742684019310156 0.07341603675431731 0.33513210458292864 6.788547039031982 False 21 2300 28.72 12.64 4517.177 0.9610666599279757 0.12265920513034034 0.29633500243058314 7.6711249351501465 4319.566 0.9724585426441933 0.0910560052629621 0.33741883385603316 6.807825565338135 False 22 2400 28.48 12.73 3916.2566 0.9567369609411758 0.12502080892970258 0.294248102461929 7.612748146057129 4360.379 0.9709008276776443 0.08976136407759173 0.33293344979128087 6.8160200119018555 False 22 2500 28.85 12.84 3844.7415 0.956049086499329 0.12485821522753478 0.29590997177501954 7.728613376617432 4206.62 0.9711428207813828 0.08412487959563533 0.3393991383273611 6.983692646026611 False 23 2600 29.07 12.73 3554.5144 0.9530279804570617 0.13494906231949058 0.29093642669965686 7.687322616577148 4226.8237 0.9695681320847122 0.09355749274064086 0.32591194138644697 6.964585781097412 False 24 2700 28.94 13.58 4090.3118 0.9582033335511974 0.12025700702382985 0.3000698569049302 8.124777793884277 4810.803 0.9730995776727954 0.08063826873155397 0.3452122900833029 7.12432861328125 False 25 2800 28.99 12.99 3937.3115 0.9546459162111035 0.1320455966749887 0.2988349084792108 7.620588779449463 4136.6455 0.970983885780264 0.0869744731740123 0.3416310789687105 6.754537105560303 True 26 2900 29.41 12.68 3434.9795 0.9521384058637122 0.1404567622581111 0.29736493919185153 7.671580791473389 4109.9546 0.9699098439793816 0.0930244663637447 0.3418778347708469 6.774998188018799 True 27 3000 29.34 12.58 3483.7708 0.9492750260935813 0.14632458324401185 0.30105593890772303 7.609648704528809 4376.2446 0.9694442840148364 0.09357613026366278 0.34588371647999555 6.732133865356445 False 28 3100 29.04 12.38 4132.586 0.9550614721938836 0.13234422543085858 0.30373507805976374 7.604343414306641 4134.3228 0.9731398434412142 0.07736853986818305 0.3519307580488265 6.795288562774658 False 29 3200 29.01 12.66 4045.1792 0.9519224950252804 0.13555935376954784 0.2999179877738534 7.656054496765137 4856.9717 0.9721280177816879 0.08340162928484605 0.34725945394644553 6.753118991851807 False 30 3300 28.9 12.67 3695.2886 0.9505659841501802 0.1538580136438277 0.29802390150761593 7.739161014556885 4064.566 0.9710365034699109 0.0952649185624861 0.3380640212367427 6.845818042755127 True 31 3400 28.86 12.82 3643.3718 0.9473858174811962 0.15523690893428557 0.30091800946972264 7.593954563140869 4126.999 0.9689929513614768 0.09739491843024675 0.34345188124145737 6.744865894317627 False 32 3500 28.91 12.53 3364.9565 0.9422696247970335 0.1656915673080029 0.30015191252232526 7.584878444671631 4069.023 0.9670423152946044 0.09894285940340601 0.3414630315216042 6.7781171798706055 True 33 3600 29.38 12.65 3422.811 0.944997281653564 0.1591199300943065 0.2996695781533234 7.62035608291626 4458.8535 0.9688812938263235 0.09470874317779893 0.34045900491825454 6.768125057220459 False 33 3700 28.77 12.45 3182.2898 0.9377818432642075 0.171408545321339 0.30636578459571895 7.552567958831787 4187.0596 0.9663590688356938 0.10116118928761988 0.3537435407683809 6.704465389251709 False 34 3800 28.73 12.74 3721.56 0.941229537249289 0.1700410287228993 0.30557094555650494 7.574216365814209 4166.937 0.9679190363829008 0.101206474777905 0.35107950357244255 6.754408359527588 False 35 3900 28.84 12.45 3299.6868 0.9408448311195757 0.17363489974306834 0.30483791776347974 7.569991111755371 4034.618 0.9700405740331107 0.09201606383931377 0.3513714131930998 6.703323841094971 True 36 4000 29.17 12.63 3512.6238 0.9367731999292948 0.17732006308825624 0.30715858283431924 7.571857929229736 4213.112 0.9668890236348102 0.1003774170337215 0.354464089243224 6.688542366027832 False 37 4100 28.67 12.52 3398.0103 0.9355037265565171 0.1830603716718881 0.3018504403623952 7.589610576629639 4062.107 0.9668568471871132 0.10177871588856316 0.34648881681046334 6.784427165985107 False 38 4200 28.78 12.78 3141.1719 0.9368175815168786 0.1915959967631154 0.30978722560681426 7.534266948699951 4022.5225 0.9679249162384039 0.1043919693613283 0.3562482991891263 6.682842254638672 True 39 4300 29.14 12.65 2868.2742 0.9309819693745529 0.19378529685466955 0.30811018902127424 7.551074028015137 4108.4517 0.9661203529413883 0.10175246658688153 0.35643583610609547 6.713903903961182 False 40 4400 28.88 12.64 3713.7734 0.9251507585061517 0.20221518115669432 0.3136978174545895 7.530633449554443 4095.707 0.9659195253926977 0.09480642311380268 0.36505868006061215 6.6628828048706055 False 41 4500 28.9 12.63 2785.6667 0.927314368603277 0.20294142283875616 0.31271060019473307 7.526667594909668 4017.6614 0.9654095997172353 0.10381314005573092 0.36222941669987113 6.671186923980713 True 42 4600 29.29 12.4 2875.6504 0.9204839381046478 0.21542716181182817 0.3151179427187328 7.553999900817871 4000.2915 0.9650425269488255 0.10047214851764942 0.3681611546141428 6.709952354431152 True 43 4700 29.1 12.57 3273.7124 0.9214554854324248 0.21918716674202884 0.3118344981666629 7.551523685455322 4073.8938 0.9648625213703144 0.10415708880415132 0.3568454255521219 6.744192600250244 False 44 4800 28.8 12.7 2981.671 0.9208249156943068 0.22319899600837936 0.31742349767941624 7.503812313079834 4014.433 0.967026387079657 0.09658690491256908 0.3662253787761811 6.61956262588501 False 44 4900 29.0 12.67 2844.0195 0.9201776480736368 0.22531481696208117 0.31475795607929036 7.5280327796936035 4196.015 0.9664005514166979 0.10229882745146358 0.3648582580323035 6.663445472717285 False 45 5000 28.88 12.76 2838.283 0.9229921328290458 0.22034680758448358 0.3177662762196068 7.566579341888428 3919.1006 0.9678982465382076 0.09221012993941799 0.37012742592165837 6.639456272125244 True 46 5100 29.24 12.68 3001.4893 0.9158022596660041 0.22687259812316543 0.3172522052301987 7.505199909210205 4058.7227 0.9665687679622278 0.09201435772811202 0.36635783333587324 6.660431861877441 False 47 5200 28.56 12.46 2827.8035 0.9176210242562852 0.2336993057815084 0.32331549700394385 7.476423740386963 3911.9888 0.9679876106463271 0.09072993605949467 0.3736918651180643 6.576499938964844 True 48 5300 29.27 12.61 2523.5215 0.9135003414726272 0.2418827090278462 0.3232318189260278 7.527110576629639 4126.9043 0.9652390004356319 0.10255849551991159 0.37422704203047497 6.593307971954346 False 49 5400 28.78 12.53 2672.4175 0.90413508841742 0.24849430861443458 0.3277305415828469 7.4592790603637695 4068.7478 0.96534760900382 0.0915607744486131 0.38291061756376316 6.555171966552734 False 50 5500 28.83 13.17 2570.4104 0.9191424344995308 0.2361883516073427 0.3276571238026057 7.572027683258057 3982.1226 0.9699051734590797 0.08478506383116227 0.37666565099155386 6.628978729248047 False 51 5600 28.81 12.37 2746.7185 0.9035558744934438 0.26554634755622497 0.3328057791292844 7.426362037658691 4097.437 0.9662913820688742 0.10053664599008459 0.3864241405875705 6.519989490509033 False 52 5700 28.96 12.53 2446.15 0.9019320752491468 0.25973501328494536 0.33122630220837745 7.465879917144775 3936.4834 0.9658361174176295 0.08872235081124796 0.3863605516226187 6.576470375061035 False 53 5800 28.85 12.64 2551.5461 0.8892484304528872 0.2792639713264931 0.33784610760795897 7.4822821617126465 4043.9224 0.9640414735957655 0.09408486356631098 0.3924890003625232 6.629797458648682 False 54 5900 28.68 12.67 3217.9673 0.919685961478914 0.2644012759263229 0.32146734924226794 7.487783432006836 4105.7446 0.9698420192071895 0.1045402938566653 0.36628892662900003 6.646115303039551 False 55 6000 28.85 12.64 2260.5205 0.8994084004696167 0.2853901543920725 0.34250601946349124 7.421966075897217 4061.1418 0.9660075749371106 0.10494358718234742 0.3996564012146768 6.450475215911865 False 55 6100 28.88 12.46 2196.4868 0.8769245986441843 0.3015086574732047 0.3402245137535508 7.425135612487793 4187.7036 0.9641257961414683 0.09273469148660887 0.39684598127646353 6.565019607543945 False 56 6200 28.63 12.62 2071.9407 0.8815325916788626 0.3048269732377876 0.35045394757509973 7.337862968444824 4178.7363 0.9645691698213201 0.09998499185488102 0.41408696093590186 6.347723007202148 False 57 6300 28.74 12.24 2210.0254 0.8685409187561709 0.3202314587897468 0.3540667248285462 7.3196635246276855 3977.6782 0.9623560214811521 0.09686660403480525 0.4193588347101796 6.323538303375244 False